diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 8cc5cea..f7c0ea8 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -49,22 +49,3 @@ jobs:
           token: ${{ secrets.CODECOV_TOKEN }}
           fail_ci_if_error: false
           verbose: true 
-  docs:
-    name: Documentation
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v2
-      - uses: julia-actions/setup-julia@v1
-        with:
-          version: '1'
-      - uses: julia-actions/julia-buildpkg@v1
-      - uses: julia-actions/julia-docdeploy@v1
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-          DOCUMENTER_KEY: ${{ secrets.DOCUMENTER_KEY }}
-      - run: |
-          julia --project=docs -e '
-            using Documenter: DocMeta, doctest
-            using LearnTestAPI
-            DocMeta.setdocmeta!(LearnTestAPI, :DocTestSetup, :(using LearnTestAPI); recursive=true)
-            doctest(LearnTestAPI)'
diff --git a/Project.toml b/Project.toml
index 65f52ff..3fc23cd 100644
--- a/Project.toml
+++ b/Project.toml
@@ -25,7 +25,7 @@ UnPack = "3a884ed6-31ef-47d7-9d2a-63182c4928ed"
 Distributions = "0.25"
 InteractiveUtils = "<0.0.1, 1"
 IsURL = "0.2.0"
-LearnAPI = "0.1.0"
+LearnAPI = "0.2.0"
 LinearAlgebra = "<0.0.1, 1"
 MLUtils = "0.4"
 Random = "<0.0.1, 1"
diff --git a/README.md b/README.md
index 144c795..4e1d46d 100644
--- a/README.md
+++ b/README.md
@@ -5,6 +5,6 @@ Tool for testing implementations of the
 machine learning and statistics
 
 [![Build Status](https://github.com/JuliaAI/LearnTestAPI.jl/workflows/CI/badge.svg)](https://github.com/JuliaAI/LearnTestAPI.jl/actions)
-[![codecov](https://codecov.io/gh/JuliaAI/LearnTestAPI.jl/graph/badge.svg?token=9IWT9KYINZ)]
+[![codecov](https://codecov.io/gh/JuliaAI/LearnTestAPI.jl/graph/badge.svg?token=gCIQfDtzMt)](https://codecov.io/gh/JuliaAI/LearnTestAPI.jl)
 
-See [LearnAPI.jl](https://juliaai.github.io/LearnAPI.jl/stable/) for documentation.
+See [LearnAPI.jl](https://juliaai.github.io/LearnAPI.jl/stable/) for documentation. 
diff --git a/src/logging.jl b/src/logging.jl
index 3e53a97..806837b 100644
--- a/src/logging.jl
+++ b/src/logging.jl
@@ -43,7 +43,7 @@ const FUNCTIONS3 = """
   """
 const FUNCTIONS4 = """
 
-    Testing that `LearnAPI.functions(learner)` exludes `:(LearnAPI.features)`, as
+    Testing that `LearnAPI.functions(learner)` excludes `:(LearnAPI.features)`, as
     `LearnAPI.is_static(learner)` is `true`.
 
   """
@@ -410,7 +410,7 @@ const FIT_SCITYPE = """
   """
 const TARGET_OBSERVATION_SCITYPE = """
 
-    Checking that `LearnAPI.target(learner, observatoins)` satisifies the constraints
+    Checking that `LearnAPI.target(learner, observatoins)` satisfies the constraints
     articulated by `LearnAPI.target_observation_scitype(learner)`.
 
 """
diff --git a/src/testapi.jl b/src/testapi.jl
index f8ae311..11d9b3b 100644
--- a/src/testapi.jl
+++ b/src/testapi.jl
@@ -8,7 +8,7 @@ contracts against one or more data sets.
 using LearnTestAPI
 
 X = (
-    feautre1 = [1, 2, 3],
+    feature1 = [1, 2, 3],
     feature2 = ["a", "b", "c"],
     feature3 = [10.0, 20.0, 30.0],
 )
diff --git a/src/tools.jl b/src/tools.jl
index 1e8a0ff..c53a590 100644
--- a/src/tools.jl
+++ b/src/tools.jl
@@ -137,7 +137,7 @@ end
 
 *Private method.*
 
-Replaces the expresion `lhs == rhs` with `isnear(lhs, rhs; kwargs...)` for testing a weaker
+Replaces the expression `lhs == rhs` with `isnear(lhs, rhs; kwargs...)` for testing a weaker
 form of equality. Here `kwargs...` are keyword arguments accepted in `isapprox(lhs, rhs;
 kwargs...)`, which is called if `lhs == rhs` fails.