Fix typos

README.md

@@ -15,7 +15,7 @@
 
 Bittensor is a mining network, similar to Bitcoin, that includes built-in incentives designed to encourage computers to provide access to machine learning models in an efficient and censorship-resistant manner. These models can be queried by users seeking outputs from the network, for instance; generating text, audio, and images, or for extracting numerical representations of these input types. Under the hood, Bittensor’s *economic market*, is facilitated by a blockchain token mechanism, through which producers (***miners***) and the verification of the work done by those miners (***validators***) are rewarded. Miners host, train or otherwise procure machine learning systems into the network as a means of fulfilling the verification problems defined by the validators, like the ability to generate responses from prompts i.e. “What is the capital of Texas?. 
 
-The token based mechanism under which the miners are incentivized ensures that they are constantly driven to make their knowledge output more useful, in terms of speed, intelligence and diversity. The value generated by the network is distributed directly to the individuals producing that value, without intermediarias. Anyone can participate in this endeavour, extract value from the network, and govern Bittensor. The network is open to all participants, and no individual or group has full control over what is learned, who can profit from it, or who can access it.
+The token based mechanism under which the miners are incentivized ensures that they are constantly driven to make their knowledge output more useful, in terms of speed, intelligence and diversity. The value generated by the network is distributed directly to the individuals producing that value, without intermediaries. Anyone can participate in this endeavour, extract value from the network, and govern Bittensor. The network is open to all participants, and no individual or group has full control over what is learned, who can profit from it, or who can access it.
 
 To learn more about Bittensor, please read our [paper](https://bittensor.com/whitepaper).
 
@@ -70,7 +70,7 @@ print (wallet)
 $ btcli wallet new_coldkey
     Enter wallet name (default):      
 
-    IMPORTANT: Store this mnemonic in a secure (preferably offline place), as anyone who has possesion of this mnemonic can use it to regenerate the key and access your tokens. 
+    IMPORTANT: Store this mnemonic in a secure (preferably offline place), as anyone who has possession of this mnemonic can use it to regenerate the key and access your tokens. 
     The mnemonic to the new coldkey is:
     **** *** **** **** ***** **** *** **** **** **** ***** *****
     You can use the mnemonic to recreate the key in case it gets lost. The command to use to regenerate the key using this mnemonic is:
@@ -80,7 +80,7 @@ $ btcli wallet new_hotkey
     Enter wallet name (default): d1
     Enter hotkey name (default): 
 
-    IMPORTANT: Store this mnemonic in a secure (preferably offline place), as anyone who has possesion of this mnemonic can use it to regenerate the key and access your tokens. 
+    IMPORTANT: Store this mnemonic in a secure (preferably offline place), as anyone who has possession of this mnemonic can use it to regenerate the key and access your tokens. 
     The mnemonic to the new hotkey is:
     **** *** **** **** ***** **** *** **** **** **** ***** *****
     You can use the mnemonic to recreate the key in case it gets lost. The command to use to regenerate the key using this mnemonic is:
@@ -95,7 +95,7 @@ $ tree ~/.bittensor/
                 coldkey         # You encrypted coldkey.
                 coldkeypub.txt  # Your coldkey public address
                 hotkeys/        # The folder containing all of your hotkeys.
-                    default     # You unencrypeted hotkey information.
+                    default     # You unencrypted hotkey information.
 ```
 Your default wallet ```Wallet (default, default, ~/.bittensor/wallets/)``` is always used unless you specify otherwise. Be sure to store your mnemonics safely. If you lose your password to your wallet, or the access to the machine where the wallet is stored, you can always regenerate the coldkey using the mnemonic you saved from above. 
 ```bash
@@ -251,7 +251,7 @@ metagraph.save()
 metagraph.load()
 ```
 
-Synapse: Responsible for defining the protocol definition betwee axon servers and dendrite clients
+Synapse: Responsible for defining the protocol definition between axon servers and dendrite clients
 ```python
 class Topk( bittensor.Synapse ):
     topk: int = 2  # Number of "top" elements to select
@@ -289,12 +289,12 @@ def verify_my_synapse( synapse: MySyanpse ):
     # Apply custom verification logic to synapse
     # Optionally raise Exception
 
-# Define a custom request blacklist fucntion
+# Define a custom request blacklist function
 def blacklist_my_synapse( synapse: MySyanpse ) -> bool:
     # Apply custom blacklist 
     # return False ( if non blacklisted ) or True ( if blacklisted )
 
-# Define a custom request priority fucntion
+# Define a custom request priority function
 def prioritize_my_synape( synapse: MySyanpse ) -> float:
     # Apply custom priority
     return 1.0 
@@ -312,7 +312,7 @@ my_axon.attach(
 ```     
 
 Dendrite: Inheriting from PyTorch's Module class, represents the abstracted implementation of a network client module designed 
-to send requests to those endpoint to recieve inputs.
+to send requests to those endpoints to receive inputs.
 Example:
 ```python
 dendrite_obj = dendrite( wallet = bittensor.wallet() )